{
  "data": {
    "a": {
      "slug": "gemini-spark",
      "name": "Gemini Spark",
      "vendor": "Google LLC",
      "vendorUrl": "https://gemini.google/us/overview/agent/spark/",
      "kind": "platform",
      "category": "personal-assistants",
      "summary": "Gemini Spark is Google's hosted personal AI agent inside the Gemini app. It runs tasks and schedules in Google's cloud across Gmail, Calendar, Drive and other connected apps for Google AI Pro and Ultra subscribers.",
      "url": "https://www.anchorterminal.com/tools/gemini-spark",
      "markdownUrl": "https://www.anchorterminal.com/tools/gemini-spark.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/gemini-spark.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/gemini-spark.json",
      "license": "Proprietary hosted service under the Google Terms of Service",
      "transports": [],
      "packages": [],
      "auth": "oauth",
      "authNotes": "No credential for an outside agent exists, because no public API was found. A person signs in to the Gemini app with a personal Google Account and needs a Google AI Pro or Ultra subscription (https://support.google.com/gemini/answer/17094507). Connected apps are off by default and are switched on in settings (https://gemini.google/us/overview/agent/spark/). Third-party and custom apps are linked to the Google Account and can be unlinked in Connected Apps settings or on the account's Linked apps page. A custom MCP server that lacks Dynamic Client Registration takes credentials the user enters (https://support.google.com/gemini/answer/17209137). Google tells users not to type sign-in or payment details into a task thread and to enter them on the web page in take control mode (https://support.google.com/gemini/answer/17094507).",
      "pricing": "paid",
      "pricingNotes": "Spark needs a Google AI Pro or Ultra subscription. US prices are $19.99 a month for Pro and $99.99 or $199.99 a month for Ultra, with Spark use counted against compute-based limits that refresh every five hours up to a weekly limit (https://gemini.google/us/subscriptions/; https://support.google.com/gemini/answer/16275805). The subscriptions page lists Spark under Ultra as first access in select countries, while the help page names Pro and Ultra. No free tier includes Spark. The page links a two-month trial offer whose terms were not read (checked 2026-10-12).",
      "priceSummary": "$19.99 / mo",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 on the pages read, and no public API to carry one (checked 2026-10-12).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": null,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-12"
      },
      "docsUrl": "https://support.google.com/gemini/answer/17094507",
      "capabilities": [
        "assistant.proactive",
        "assistant.accounts",
        "assistant.memory",
        "agent.mcp-client"
      ],
      "tags": [
        "hosted",
        "consumer",
        "closed-source",
        "no-api",
        "beta",
        "ios",
        "android",
        "macos",
        "web",
        "browser-agent",
        "approvals",
        "mcp-client",
        "subscription",
        "trains-on-data-by-default"
      ],
      "lastRelease": "2026-05-19",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 24.5,
        "grade": "F",
        "agentReady": false,
        "rank": 974,
        "ranked": true,
        "rankOf": 986,
        "categoryRank": 18,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 9,
          "maintenance": 17,
          "payments": 10,
          "reliability": 14,
          "schema": 17,
          "security": 60,
          "transparency": 49
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-12"
        },
        "negative": 0,
        "verdict": "Google's help pages state what Spark confirms before doing, how to delete its remote browser and code data, and the risks of prompt injection. Spark has no public API, Google calls it experimental, and it runs only with Keep Activity on, the setting under which chats are used for model training and human review.",
        "bestFor": "A person who already keeps mail, calendar and files in a personal Google Account and accepts Keep Activity being on.",
        "strengths": [
          "Google says Spark asks for confirmation before sending communications, modifying data, making purchases, submitting web forms and using Sign in with Google",
          "Connected apps are off by default, and write actions through a custom MCP server need manual confirmation, per Google's help pages",
          "The help page names prompt injection, gives four examples of what an injected instruction could do, and says the safeguards do not guarantee protection",
          "Each task thread has a work panel listing completed and planned steps, files read or updated, schedules, and the skills and apps used",
          "Published limits of 15 running tasks and 50 active schedules, and plan prices of $19.99 to $199.99 a month in the US"
        ],
        "weaknesses": [
          "No public API, SDK or MCP server for an outside agent was found. Spark is reached in the Gemini mobile app, the Mac app and gemini.google.com",
          "Google's help page calls Spark an experimental feature in early development, and the Privacy Hub calls it beta",
          "Spark runs only with Keep Activity on. With that setting on, Google uses activity to train generative AI models and human reviewers read some chats",
          "Chats already reviewed by human reviewers are kept for up to three years and are not deleted when the user deletes activity",
          "Google states that Gemini can perform bulk actions on private Google Tasks without confirmation",
          "The remote browser saves cookies holding website sign-in details for later sessions until the user deletes them or turns Spark off",
          "No status page or SLA for Spark was linked from the pages read, and the bug bounty site linked from Google's terms is drawn by script and was unread"
        ],
        "agentNotes": [
          "Do not plan an integration against Spark. No public API or MCP server was found, and a person must hold a Google AI Pro or Ultra subscription",
          "Expect a confirmation request before sends, edits, purchases and web form submissions, and note that bulk changes to private Google Tasks run without one",
          "Delete remote browser data and remote code execution data in Gemini Spark Settings after a sensitive session. Deleting a task thread or Gemini Apps activity does not remove them",
          "Keep within 15 running tasks and 50 active schedules. A schedule does not run when 15 tasks are running or the usage limit is reached",
          "Treat every safety statement here as Google's own description. None was tested, and no message was sent to the service"
        ],
        "metrics": {
          "kind": "remote",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "F",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 24.5
          }
        ],
        "editorialScores": {
          "ergonomics": 9,
          "maintenance": 17,
          "payments": 10,
          "reliability": 14,
          "schema": 17,
          "security": 60,
          "transparency": 44
        },
        "provenanceScore": 54
      },
      "letme": {
        "capability": "https://letme.dev/assistant.proactive",
        "tool": "https://letme.dev/gemini-spark"
      },
      "area": "frameworks",
      "unitPrices": [
        {
          "item": "Google AI Pro",
          "unit": "month",
          "usd": 19.99,
          "note": "US price, includes Spark with 4 times the standard usage limit"
        },
        {
          "item": "Google AI Ultra (5x)",
          "unit": "month",
          "usd": 99.99,
          "note": "US price, 5 times the Pro usage limit"
        },
        {
          "item": "Google AI Ultra (20x)",
          "unit": "month",
          "usd": 199.99,
          "note": "US price, 20 times the Pro usage limit"
        }
      ],
      "provenance": {
        "legalEntity": "Google LLC",
        "domain": "gemini.google",
        "domainRegistered": "",
        "endpointOnVendorDomain": null,
        "terms": "https://policies.google.com/terms",
        "privacy": "https://support.google.com/gemini/answer/13594961",
        "statusPage": "",
        "changelog": "https://gemini.google/us/release-notes/",
        "securityTxt": "none",
        "checked": "2026-10-12",
        "notes": [
          "The Gemini Apps Privacy Notice says Gemini Apps are supplied by Google Ireland Limited in the European Economic Area and Switzerland and by Google LLC everywhere else. Spark is not available in the European Economic Area or Switzerland.",
          "Google's service-specific terms page lists Gemini Apps under the Google Terms of Service (effective 30 July 2026), the Generative AI Prohibited Use Policy and the Gemini Apps Agentic Calling Additional Terms of Service. The Generative AI Additional Terms of Service that the subscriptions page links say they stopped applying on 22 May 2024.",
          "The privacy link is the Gemini Apps Privacy Hub, which holds the Gemini Apps Privacy Notice (last updated 29 June 2026) and the Spark data questions (hub last updated 24 September 2026). The notice supplements the Google Privacy Policy at policies.google.com/privacy (effective 12 October 2026).",
          "No status page for Gemini Apps or Spark was linked from any page read.",
          "The release notes are the Gemini app's. Their only entry about Spark is dated 19 May 2026.",
          "gemini.google/.well-known/security.txt answered 404. Google's terms link bughunters.google.com as its safety and bug testing programmes. That site's home page is drawn by script and was unread.",
          "gemini.google is a name under Google's own .google top-level domain. Its registration date was not looked up.",
          "policies.google.com/robots.txt answered 404, read as no rules. The robots.txt files of gemini.google, support.google.com and bughunters.google.com allow the pages read."
        ],
        "score": 54
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/gemini-spark.json"
    },
    "answer": "nanobot scores 62.4 (B) on agent readiness against Gemini Spark's 24.5 (F), and leads in 6 of 7 scored categories.",
    "b": {
      "slug": "nanobot",
      "name": "nanobot",
      "vendor": "HKUDS",
      "vendorUrl": "https://nanobot.wiki",
      "kind": "harness",
      "category": "personal-assistants",
      "summary": "nanobot is an open-source, self-hosted personal AI agent written in Python by HKUDS. It runs as a gateway on the owner's machine and answers in a web UI, a terminal and chat apps, with tools, memory and scheduled automations.",
      "url": "https://www.anchorterminal.com/tools/nanobot",
      "markdownUrl": "https://www.anchorterminal.com/tools/nanobot.md",
      "slimMarkdownUrl": "https://www.anchorterminal.com/tools/nanobot.min.md",
      "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/nanobot.json",
      "repo": "https://github.com/HKUDS/nanobot",
      "license": "MIT",
      "transports": [],
      "packages": [
        {
          "registry": "pypi",
          "name": "nanobot-ai"
        }
      ],
      "auth": "none",
      "authNotes": "No account with the project. The owner supplies model provider keys or an OAuth sign-in, and bot tokens or mailbox passwords for each channel, in `~/.nanobot/config.json`. The WebUI on localhost needs no password, and binding to all interfaces requires a token.",
      "pricing": "free",
      "pricingNotes": "Free under the MIT licence, with nothing to buy from the project. The owner pays the model provider, or nothing with a local model. The optional Render deployment needs a paid Render service.",
      "priceSummary": "Free · OSS",
      "where": "local",
      "x402": {
        "level": "no",
        "evidence": "No x402, MPP or L402 in the docs or the source (checked 2026-10-12).",
        "endpoints": []
      },
      "toolCount": null,
      "popularity": {
        "githubStars": 49000,
        "npmWeekly": null,
        "pypiWeekly": null,
        "asOf": "2026-10-12"
      },
      "docsUrl": "https://nanobot.wiki/docs/latest/getting-started/nanobot-overview",
      "llmsTxt": "https://nanobot.wiki/llms.txt",
      "capabilities": [
        "assistant.proactive",
        "assistant.messaging",
        "assistant.memory",
        "assistant.self-hosted",
        "assistant.accounts",
        "agent.mcp-client"
      ],
      "tags": [
        "open-source",
        "self-hosted",
        "local",
        "free",
        "python",
        "mit",
        "llms-txt",
        "docker",
        "alpha"
      ],
      "lastRelease": "2026-09-15",
      "graded": true,
      "anchor": {
        "graded": true,
        "score": 62.4,
        "grade": "B",
        "agentReady": false,
        "rank": 446,
        "ranked": true,
        "rankOf": 986,
        "categoryRank": 6,
        "methodology": "0.4",
        "run": "2026-10-01",
        "scores": {
          "ergonomics": 74,
          "maintenance": 82,
          "payments": 60,
          "reliability": 70,
          "schema": 77,
          "security": 63,
          "transparency": 48
        },
        "pending": [
          "performance",
          "tasks"
        ],
        "assessment": {
          "confidence": "medium",
          "date": "2026-10-12"
        },
        "negative": -6,
        "negativeNotes": [
          "2026-09-02. GHSA-vc5v-6vwm-wf9m (critical, 9.3, no CVE). Web fetch did not block internal addresses, so cloud metadata and internal services could be read without authentication in versions before 0.3.0. Fixed in 0.3.0 of 25 July and published, -2. https://github.com/HKUDS/nanobot/security/advisories/GHSA-vc5v-6vwm-wf9m",
          "2026-03-27. GHSA-4gmr-2vc8-7qh3 (CVE-2026-33654, high). A spoofed email could inject instructions through email polling with no user action, up to command execution, in 0.1.4.post5 and earlier. Fixed in 0.1.4.post6 and published, more than six months ago, -2. https://github.com/HKUDS/nanobot/security/advisories/GHSA-4gmr-2vc8-7qh3",
          "2026-03-11. GHSA-g6cf-xjwr-pm77 (CVE-2026-31977, critical, 9.0). A sender ID containing `|` passed the `allowFrom` check in versions before 0.1.4.post4. Fixed and published, more than six months ago, -1. https://github.com/HKUDS/nanobot/security/advisories/GHSA-g6cf-xjwr-pm77",
          "2026-04-14 and 2026-05-24. GHSA-v5j3-4q66-58cf (CVE-2026-35589, high, 8.0), cross-site WebSocket hijacking of the WhatsApp bridge, fixed in 0.1.5, and GHSA-3f63-vcp3-hvqr (CVE-2026-48716, high, 8.7), file write through a WhatsApp document name. Both fixed and published, -1 together. https://github.com/HKUDS/nanobot/security/advisories"
        ],
        "verdict": "nanobot runs on the owner's machine under the MIT licence, with no telemetry found in its source and memory kept as files the owner can read and restore. No per-action approval step was found, and the shell sandbox and workspace restriction are off by default. Five security advisories were published between March and September 2026, all with fixes.",
        "bestFor": "A technical owner who wants an assistant on their own machine across many chat apps, with file-based memory and a free choice of model.",
        "strengths": [
          "MIT licence, runs on the owner's machine, and no telemetry code was found in the source at v0.3.5",
          "Long-term memory is plain files (`USER.md`, `SOUL.md`, `memory/MEMORY.md`) versioned with Git, with `/dream-log` and `/dream-restore` to inspect and roll back",
          "Chat channels deny unknown senders by default since v0.1.4.post4, with pairing codes the owner approves",
          "Email requires SPF and DKIM results from a named receiving service since v0.3.5, and mailbox access stays off until `consentGranted` is set",
          "Optional `bwrap` (Linux) and `seatbelt` (macOS) sandboxes for shell commands, and an SSRF guard on web fetches and HTTP MCP connections"
        ],
        "weaknesses": [
          "No per-action approval was found in the docs or source. The agent sends messages, runs shell commands and edits files without asking",
          "`tools.restrictToWorkspace` defaults to false and `tools.exec.sandbox` to empty. Neither sandbox restricts network access, and Windows has none",
          "Five advisories published from 11 March to 2 September 2026, two rated critical, among them an allowlist bypass and unauthenticated SSRF in web fetch",
          "SECURITY.md lists plain-text API keys in `config.json`, no rate limiting and limited security event logging as known limitations",
          "Version 0.3.5 with an Alpha classifier, 214 open issues and 614 open pull requests on 12 October 2026"
        ],
        "agentNotes": [
          "Set `tools.restrictToWorkspace` to true and `tools.exec.sandbox` to `bwrap` or `seatbelt` before giving it real accounts. Both are off by default",
          "Run 0.3.0 or later. Earlier versions carry the published SSRF flaw in web fetch (GHSA-vc5v-6vwm-wf9m)",
          "Keep `allowFrom` narrow on every channel and never set `[\"*\"]` on Email, which has no pairing",
          "Write secrets as `${VAR}` references in `~/.nanobot/config.json`. Plain values are stored in clear text",
          "Use `nanobot -m \"...\"` for a one-shot run, and keep `nanobot gateway` running for channels, schedules and heartbeat"
        ],
        "metrics": {
          "kind": "local",
          "measured": false
        },
        "reviewCount": 0,
        "avgRating": 0,
        "history": [
          {
            "basis": "public evidence",
            "confidence": "medium",
            "grade": "B",
            "methodology": "0.4",
            "pending": [
              "performance",
              "tasks"
            ],
            "run": "2026-10-01",
            "runLabel": "October 2026 research run",
            "score": 62.4
          }
        ],
        "editorialScores": {
          "ergonomics": 74,
          "maintenance": 82,
          "payments": 60,
          "reliability": 70,
          "schema": 77,
          "security": 63,
          "transparency": 69
        },
        "provenanceScore": 27
      },
      "connect": {
        "install": "python -m pip install nanobot-ai   # or: uv tool install nanobot-ai   # then: nanobot webui",
        "headless": {
          "command": "nanobot -m \"$TASK\""
        }
      },
      "letme": {
        "capability": "https://letme.dev/assistant.proactive",
        "tool": "https://letme.dev/nanobot"
      },
      "area": "frameworks",
      "provenance": {
        "legalEntity": "",
        "domain": "nanobot.wiki",
        "domainRegistered": "",
        "endpointOnVendorDomain": null,
        "terms": "",
        "privacy": "",
        "statusPage": "",
        "changelog": "https://github.com/HKUDS/nanobot/releases",
        "securityTxt": "none",
        "checked": "2026-10-12",
        "notes": [
          "No legal entity is named. The repository belongs to the GitHub organisation HKUDS, which a published advisory title calls the Hong Kong University Data Intelligence Lab. pyproject.toml names Xubin Ren and the nanobot contributors as authors.",
          "nanobot.wiki has no terms or privacy page linked from its home page or llms.txt, and `/.well-known/security.txt` answered with the site's not-found page on 12 October 2026.",
          "SECURITY.md in the repository asks for reports through a private GitHub advisory or by email and aims to respond within 48 hours.",
          "There is no hosted endpoint. A gateway answers on its owner's own host."
        ],
        "score": 27
      },
      "pageJsonUrl": "https://www.anchorterminal.com/tools/nanobot.json"
    },
    "facts": [
      {
        "a": "Platform",
        "b": "Agent harness",
        "name": "Kind"
      },
      {
        "a": "Google LLC",
        "b": "HKUDS",
        "name": "Vendor"
      },
      {
        "a": "no (local only)",
        "b": "no (local only)",
        "name": "Hosted endpoint"
      },
      {
        "a": "",
        "b": "",
        "name": "Transports"
      },
      {
        "a": "OAuth",
        "b": "None",
        "name": "Auth"
      },
      {
        "a": "Paid",
        "b": "Free",
        "name": "Pricing"
      },
      {
        "a": "no",
        "b": "no",
        "name": "x402"
      },
      {
        "a": "Proprietary hosted service under the Google Terms of Service",
        "b": "MIT",
        "name": "Licence"
      },
      {
        "a": "no",
        "b": "no",
        "name": "Read-only variant documented"
      },
      {
        "a": "no",
        "b": "yes",
        "name": "llms.txt"
      },
      {
        "a": "2026-05-19",
        "b": "2026-09-15",
        "name": "Last release"
      },
      {
        "a": "2026-07-30",
        "b": "no document linked",
        "name": "Terms last updated"
      },
      {
        "a": "2026-09-24",
        "b": "no document linked",
        "name": "Privacy policy last updated"
      },
      {
        "a": "yes, with an opt-out",
        "b": "",
        "name": "Customer content may train models"
      },
      {
        "a": "yes",
        "b": "",
        "name": "Terms restrict automated access"
      },
      {
        "a": "not found in the text",
        "b": "",
        "name": "Terms restrict benchmarking"
      },
      {
        "a": "not found in the text",
        "b": "",
        "name": "Terms or service can change without notice"
      },
      {
        "a": "not found in the text",
        "b": "",
        "name": "Arbitration or class-action waiver"
      },
      {
        "a": "none",
        "b": "49k stars",
        "name": "Popularity"
      }
    ],
    "faq": [
      {
        "answer": "nanobot scores 62.4 (B) on agent readiness against Gemini Spark's 24.5 (F), and leads in 6 of 7 scored categories.",
        "question": "Which is better for AI agents, Gemini Spark or nanobot?"
      },
      {
        "answer": "No open-source release is listed for Gemini Spark. nanobot is open source (MIT).",
        "question": "Are Gemini Spark and nanobot open source?"
      }
    ],
    "goodFor": [
      {
        "aheadOn": null,
        "also": [
          "No incidents deducted, where nanobot loses 6 points for them"
        ],
        "goodFor": "A person who already keeps mail, calendar and files in a personal Google Account and accepts Keep Activity being on.",
        "slug": "gemini-spark",
        "watchFor": "No public API, SDK or MCP server for an outside agent was found. Spark is reached in the Gemini mobile app, the Mac app and gemini.google.com"
      },
      {
        "aheadOn": [
          "Reliability, 70 against 14",
          "Schema \u0026 documentation, 77 against 17",
          "Agent ergonomics, 74 against 9",
          "Payments \u0026 pricing, 60 against 10",
          "Maintenance \u0026 community, 82 against 17"
        ],
        "also": [
          "No key needed to call it",
          "Open source"
        ],
        "goodFor": "A technical owner who wants an assistant on their own machine across many chat apps, with file-based memory and a free choice of model.",
        "slug": "nanobot",
        "watchFor": "No per-action approval was found in the docs or source. The agent sends messages, runs shell commands and edits files without asking"
      }
    ],
    "job": {
      "capability": "assistant.proactive",
      "name": "Assistant proactive"
    },
    "others": [
      {
        "json": "https://www.anchorterminal.com/compare/astrbot-vs-gemini-spark.json",
        "title": "AstrBot vs Gemini Spark",
        "url": "https://www.anchorterminal.com/compare/astrbot-vs-gemini-spark"
      },
      {
        "json": "https://www.anchorterminal.com/compare/astrbot-vs-nanobot.json",
        "title": "AstrBot vs nanobot",
        "url": "https://www.anchorterminal.com/compare/astrbot-vs-nanobot"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cowagent-vs-gemini-spark.json",
        "title": "CowAgent vs Gemini Spark",
        "url": "https://www.anchorterminal.com/compare/cowagent-vs-gemini-spark"
      },
      {
        "json": "https://www.anchorterminal.com/compare/cowagent-vs-nanobot.json",
        "title": "CowAgent vs nanobot",
        "url": "https://www.anchorterminal.com/compare/cowagent-vs-nanobot"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gaia-vs-gemini-spark.json",
        "title": "GAIA vs Gemini Spark",
        "url": "https://www.anchorterminal.com/compare/gaia-vs-gemini-spark"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gaia-vs-nanobot.json",
        "title": "GAIA vs nanobot",
        "url": "https://www.anchorterminal.com/compare/gaia-vs-nanobot"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-grok-bot.json",
        "title": "Gemini Spark vs Grok Bot",
        "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-grok-bot"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-haven.json",
        "title": "Gemini Spark vs Haven",
        "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-haven"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-hermes-agent.json",
        "title": "Gemini Spark vs Hermes Agent",
        "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-hermes-agent"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-instinct.json",
        "title": "Gemini Spark vs Instinct",
        "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-instinct"
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      {
        "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-ironclaw.json",
        "title": "Gemini Spark vs IronClaw",
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      },
      {
        "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-leon.json",
        "title": "Gemini Spark vs Leon",
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        "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-lindy.json",
        "title": "Gemini Spark vs Lindy",
        "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-lindy"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-nanoclaw.json",
        "title": "Gemini Spark vs NanoClaw",
        "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-nanoclaw"
      },
      {
        "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-openai-dots.json",
        "title": "Gemini Spark vs Dots",
        "url": "https://www.anchorterminal.com/compare/gemini-spark-vs-openai-dots"
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        "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-poke.json",
        "title": "Gemini Spark vs Poke",
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        "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-qwenpaw.json",
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      },
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        "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-zeroclaw.json",
        "title": "Gemini Spark vs ZeroClaw",
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        "json": "https://www.anchorterminal.com/compare/gemini-spark-vs-zo-computer.json",
        "title": "Gemini Spark vs Zo Computer",
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        "json": "https://www.anchorterminal.com/compare/grok-bot-vs-nanobot.json",
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        "title": "Hermes Agent vs nanobot",
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        "json": "https://www.anchorterminal.com/compare/instinct-vs-nanobot.json",
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      {
        "json": "https://www.anchorterminal.com/compare/leon-vs-nanobot.json",
        "title": "Leon vs nanobot",
        "url": "https://www.anchorterminal.com/compare/leon-vs-nanobot"
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        "title": "Lindy vs nanobot",
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      {
        "json": "https://www.anchorterminal.com/compare/nanobot-vs-nanoclaw.json",
        "title": "nanobot vs NanoClaw",
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    "scores": [
      {
        "by": 56,
        "edge": "nanobot",
        "gemini-spark": 14,
        "key": "reliability",
        "name": "Reliability",
        "nanobot": 70,
        "weight": 16
      },
      {
        "key": "performance",
        "name": "Performance",
        "pending": true,
        "weight": 10
      },
      {
        "by": 60,
        "edge": "nanobot",
        "gemini-spark": 17,
        "key": "schema",
        "name": "Schema \u0026 documentation",
        "nanobot": 77,
        "weight": 13
      },
      {
        "by": 65,
        "edge": "nanobot",
        "gemini-spark": 9,
        "key": "ergonomics",
        "name": "Agent ergonomics",
        "nanobot": 74,
        "weight": 13
      },
      {
        "by": 3,
        "edge": "nanobot",
        "gemini-spark": 60,
        "key": "security",
        "name": "Security \u0026 auth",
        "nanobot": 63,
        "weight": 14
      },
      {
        "by": 50,
        "edge": "nanobot",
        "gemini-spark": 10,
        "key": "payments",
        "name": "Payments \u0026 pricing",
        "nanobot": 60,
        "weight": 10
      },
      {
        "key": "tasks",
        "name": "Task success",
        "pending": true,
        "weight": 10
      },
      {
        "by": 65,
        "edge": "nanobot",
        "gemini-spark": 17,
        "key": "maintenance",
        "name": "Maintenance \u0026 community",
        "nanobot": 82,
        "weight": 7
      },
      {
        "by": 1,
        "edge": "gemini-spark",
        "gemini-spark": 49,
        "key": "transparency",
        "name": "Transparency \u0026 trust",
        "nanobot": 48,
        "weight": 7
      }
    ],
    "summary": "nanobot scores 62.4 (B) on agent readiness against Gemini Spark's 24.5 (F), and leads in 6 of 7 scored categories. Both do assistant proactive.",
    "verdicts": {
      "gemini-spark": "Google's help pages state what Spark confirms before doing, how to delete its remote browser and code data, and the risks of prompt injection. Spark has no public API, Google calls it experimental, and it runs only with Keep Activity on, the setting under which chats are used for model training and human review.",
      "nanobot": "nanobot runs on the owner's machine under the MIT licence, with no telemetry found in its source and memory kept as files the owner can read and restore. No per-action approval step was found, and the shell sandbox and workspace restriction are off by default. Five security advisories were published between March and September 2026, all with fixes."
    }
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  "markdown": "nanobot scores 62.4 (B) on agent readiness against Gemini Spark's 24.5 (F), and leads in 6 of 7 scored categories. Both do assistant proactive.\n\n- Gemini Spark: grade F, 24.5/100, rank #974 of 986. Markdown https://www.anchorterminal.com/tools/gemini-spark.md · JSON https://www.anchorterminal.com/api/v1/tools/gemini-spark.json\n- nanobot: grade B, 62.4/100, rank #446 of 986. Markdown https://www.anchorterminal.com/tools/nanobot.md · JSON https://www.anchorterminal.com/api/v1/tools/nanobot.json\n- Best AI personal assistants that act for one person: https://www.anchorterminal.com/best/personal-assistants/index.md\n- All 190 assistants comparisons: https://www.anchorterminal.com/compare/personal-assistants/index.md\n\n## Which one, for what\n\n### Gemini Spark (F)\n\nGood for: A person who already keeps mail, calendar and files in a personal Google Account and accepts Keep Activity being on.\n\nAlso in its favour:\n- No incidents deducted, where nanobot loses 6 points for them\n\nWatch for: No public API, SDK or MCP server for an outside agent was found. Spark is reached in the Gemini mobile app, the Mac app and gemini.google.com\n\n### nanobot (B)\n\nGood for: A technical owner who wants an assistant on their own machine across many chat apps, with file-based memory and a free choice of model.\n\nAhead on:\n- Reliability, 70 against 14\n- Schema \u0026 documentation, 77 against 17\n- Agent ergonomics, 74 against 9\n- Payments \u0026 pricing, 60 against 10\n- Maintenance \u0026 community, 82 against 17\n\nAlso in its favour:\n- No key needed to call it\n- Open source\n\nWatch for: No per-action approval was found in the docs or source. The agent sends messages, runs shell commands and edits files without asking\n\n\n## Score by category\n\n| Category | Weight | Gemini Spark | nanobot | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 14 | 70 | nanobot +56 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 17 | 77 | nanobot +60 |\n| Agent ergonomics | 13% (16.2 this run) | 9 | 74 | nanobot +65 |\n| Security \u0026 auth | 14% (17.5 this run) | 60 | 63 | nanobot +3 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 10 | 60 | nanobot +50 |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 17 | 82 | nanobot +65 |\n| Transparency \u0026 trust | 7% (8.8 this run) | 49 | 48 | Gemini Spark +1 |\n| Negative events | ≤15 | 0 | -6 | |\n| **Total** | | **24.5 · F** | **62.4 · B** | |\n\n## Facts side by side\n\n| Fact | Gemini Spark | nanobot |\n| --- | --- | --- |\n| Kind | Platform | Agent harness |\n| Vendor | Google LLC | HKUDS |\n| Hosted endpoint | no (local only) | no (local only) |\n| Transports |  |  |\n| Auth | OAuth | None |\n| Pricing | Paid | Free |\n| x402 | no | no |\n| Licence | Proprietary hosted service under the Google Terms of Service | MIT |\n| Read-only variant documented | no | no |\n| llms.txt | no | yes |\n| Last release | 2026-05-19 | 2026-09-15 |\n| Terms last updated | 2026-07-30 | no document linked |\n| Privacy policy last updated | 2026-09-24 | no document linked |\n| Customer content may train models | yes, with an opt-out |  |\n| Terms restrict automated access | yes |  |\n| Terms restrict benchmarking | not found in the text |  |\n| Terms or service can change without notice | not found in the text |  |\n| Arbitration or class-action waiver | not found in the text |  |\n| Popularity | none | 49k stars |\n\n## Verdicts\n\n**Gemini Spark.** Google's help pages state what Spark confirms before doing, how to delete its remote browser and code data, and the risks of prompt injection. Spark has no public API, Google calls it experimental, and it runs only with Keep Activity on, the setting under which chats are used for model training and human review.\n\n**nanobot.** nanobot runs on the owner's machine under the MIT licence, with no telemetry found in its source and memory kept as files the owner can read and restore. No per-action approval step was found, and the shell sandbox and workspace restriction are off by default. Five security advisories were published between March and September 2026, all with fixes.\n\n## Before you call either\n\n### Gemini Spark\n\n1. Do not plan an integration against Spark. No public API or MCP server was found, and a person must hold a Google AI Pro or Ultra subscription\n2. Expect a confirmation request before sends, edits, purchases and web form submissions, and note that bulk changes to private Google Tasks run without one\n3. Delete remote browser data and remote code execution data in Gemini Spark Settings after a sensitive session. Deleting a task thread or Gemini Apps activity does not remove them\n4. Keep within 15 running tasks and 50 active schedules. A schedule does not run when 15 tasks are running or the usage limit is reached\n5. Treat every safety statement here as Google's own description. None was tested, and no message was sent to the service\n\n### nanobot\n\n1. Set `tools.restrictToWorkspace` to true and `tools.exec.sandbox` to `bwrap` or `seatbelt` before giving it real accounts. Both are off by default\n2. Run 0.3.0 or later. Earlier versions carry the published SSRF flaw in web fetch (GHSA-vc5v-6vwm-wf9m)\n3. Keep `allowFrom` narrow on every channel and never set `[\"*\"]` on Email, which has no pairing\n4. Write secrets as `${VAR}` references in `~/.nanobot/config.json`. Plain values are stored in clear text\n5. Use `nanobot -m \"...\"` for a one-shot run, and keep `nanobot gateway` running for channels, schedules and heartbeat\n\n## Questions\n\n### Which is better for AI agents, Gemini Spark or nanobot?\n\nnanobot scores 62.4 (B) on agent readiness against Gemini Spark's 24.5 (F), and leads in 6 of 7 scored categories.\n\n### Are Gemini Spark and nanobot open source?\n\nNo open-source release is listed for Gemini Spark. nanobot is open source (MIT).\n\n\n## For agents\n\n- This comparison as JSON: https://www.anchorterminal.com/compare/gemini-spark-vs-nanobot.json, and with the fewest tokens: https://www.anchorterminal.com/compare/gemini-spark-vs-nanobot.min.md\n- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {\"a\": \"gemini-spark\", \"b\": \"nanobot\"}`. From a terminal: `anchor compare gemini-spark nanobot`\n- Each listing in full: https://www.anchorterminal.com/api/v1/tools/gemini-spark.json and https://www.anchorterminal.com/api/v1/tools/nanobot.json\n\n## Other comparisons with Gemini Spark or nanobot\n\n- [AstrBot vs Gemini Spark](https://www.anchorterminal.com/compare/astrbot-vs-gemini-spark.md)\n- [AstrBot vs nanobot](https://www.anchorterminal.com/compare/astrbot-vs-nanobot.md)\n- [CowAgent vs Gemini Spark](https://www.anchorterminal.com/compare/cowagent-vs-gemini-spark.md)\n- [CowAgent vs nanobot](https://www.anchorterminal.com/compare/cowagent-vs-nanobot.md)\n- [GAIA vs Gemini Spark](https://www.anchorterminal.com/compare/gaia-vs-gemini-spark.md)\n- [GAIA vs nanobot](https://www.anchorterminal.com/compare/gaia-vs-nanobot.md)\n- [Gemini Spark vs Grok Bot](https://www.anchorterminal.com/compare/gemini-spark-vs-grok-bot.md)\n- [Gemini Spark vs Haven](https://www.anchorterminal.com/compare/gemini-spark-vs-haven.md)\n- [Gemini Spark vs Hermes Agent](https://www.anchorterminal.com/compare/gemini-spark-vs-hermes-agent.md)\n- [Gemini Spark vs Instinct](https://www.anchorterminal.com/compare/gemini-spark-vs-instinct.md)\n- [Gemini Spark vs IronClaw](https://www.anchorterminal.com/compare/gemini-spark-vs-ironclaw.md)\n- [Gemini Spark vs Leon](https://www.anchorterminal.com/compare/gemini-spark-vs-leon.md)\n- [Gemini Spark vs Lindy](https://www.anchorterminal.com/compare/gemini-spark-vs-lindy.md)\n- [Gemini Spark vs NanoClaw](https://www.anchorterminal.com/compare/gemini-spark-vs-nanoclaw.md)\n- [Gemini Spark vs Dots](https://www.anchorterminal.com/compare/gemini-spark-vs-openai-dots.md)\n- [Gemini Spark vs OpenClaw](https://www.anchorterminal.com/compare/gemini-spark-vs-openclaw.md)\n- [Gemini Spark vs PicoClaw](https://www.anchorterminal.com/compare/gemini-spark-vs-picoclaw.md)\n- [Gemini Spark vs Poke](https://www.anchorterminal.com/compare/gemini-spark-vs-poke.md)\n- [Gemini Spark vs QwenPaw](https://www.anchorterminal.com/compare/gemini-spark-vs-qwenpaw.md)\n- [Gemini Spark vs ZeroClaw](https://www.anchorterminal.com/compare/gemini-spark-vs-zeroclaw.md)\n- [Gemini Spark vs Zo Computer](https://www.anchorterminal.com/compare/gemini-spark-vs-zo-computer.md)\n- [Grok Bot vs nanobot](https://www.anchorterminal.com/compare/grok-bot-vs-nanobot.md)\n- [Haven vs nanobot](https://www.anchorterminal.com/compare/haven-vs-nanobot.md)\n- [Hermes Agent vs nanobot](https://www.anchorterminal.com/compare/hermes-agent-vs-nanobot.md)\n- [Instinct vs nanobot](https://www.anchorterminal.com/compare/instinct-vs-nanobot.md)\n- [IronClaw vs nanobot](https://www.anchorterminal.com/compare/ironclaw-vs-nanobot.md)\n- [Leon vs nanobot](https://www.anchorterminal.com/compare/leon-vs-nanobot.md)\n- [Lindy vs nanobot](https://www.anchorterminal.com/compare/lindy-vs-nanobot.md)\n- [nanobot vs NanoClaw](https://www.anchorterminal.com/compare/nanobot-vs-nanoclaw.md)\n- [nanobot vs Dots](https://www.anchorterminal.com/compare/nanobot-vs-openai-dots.md)\n- [nanobot vs OpenClaw](https://www.anchorterminal.com/compare/nanobot-vs-openclaw.md)\n- [nanobot vs PicoClaw](https://www.anchorterminal.com/compare/nanobot-vs-picoclaw.md)\n- [nanobot vs Poke](https://www.anchorterminal.com/compare/nanobot-vs-poke.md)\n- [nanobot vs QwenPaw](https://www.anchorterminal.com/compare/nanobot-vs-qwenpaw.md)\n- [nanobot vs ZeroClaw](https://www.anchorterminal.com/compare/nanobot-vs-zeroclaw.md)\n- [nanobot vs Zo Computer](https://www.anchorterminal.com/compare/nanobot-vs-zo-computer.md)\n",
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